Aaron John Sabu

ആരൻ ജോൺ സാബു

Perception, planning, and control for field robotics.

Ph.D. candidate, Mechanical & Aerospace Engineering
Researcher, Sensing & Robotics for Infrastructure Lab

Joined Ocean Exchange's Americas Review Team, evaluating ocean-innovation proposals.

Joined UCLA Samueli's Summer Undergraduate Research Program (SURP) as a daily lab supervisor for marine-robotics research.

Selected as a UCLA Grad Slam semifinalist, presenting my research in a three-minute talk.

Presented our marine-infrastructure robotics research at UCLA's undergraduate research fair.

Advanced to doctoral candidacy after passing UCLA's University Oral Qualifying Examination.

Began serving as a graduate student representative on UCLA's Committee on Academic Freedom and Legislative Assembly.

Presented research on orbital rendezvous and capture at the IEEE Aerospace Conference. Read the paper.

Aaron John Sabu operating a Heron unmanned surface vehicle during field testing
Field testing the Heron USV for autonomous marine infrastructure inspection.

Autonomous marine infrastructure inspection

GRANDE / ORACLE · Current Research

My current research asks how a robot can turn an inspection request into useful measurements of real infrastructure. I work with the Clearpath Heron unmanned surface vehicle, integrating LiDAR, cameras, inertial sensing, and sonar with mapping and navigation.

GRANDE provides the platform integration; ORACLE investigates language-grounded inspection planning. The work connects mission intent, navigation goals, and inspection viewpoints, with an emphasis on uncertainty and what the robot can actually observe.

Watch field-testing coverageFATHOMWERX · Video by Matter Labs

ORBEX-A

Adaptive control for orbital capture

Adaptive dynamic tube MPC for rendezvous with tumbling, noncooperative objects under uncertain dynamics and time-varying safety constraints.

Robust control · MPCGitHub

MACRO

Multi-agent space assembly

Distributed allocation, collision-aware motion planning, and attitude consensus for autonomous construction of large orbital structures.

Multi-robot systemsGitHub

Manta-LMPC

Decentralized learning MPC

A safe-set learning MPC framework with APF warm starts, learned terminal sets, and priority-aware spatial constraints for coordinated agents.

Optimization · Safe learningGitHub

SQuAT Plan

Agile quadrotor trajectory planning

Time-optimal, jerk-constrained trajectory generation through cluttered environments with nonlinear optimization and ROS visualization.

Trajectory optimizationGitHub

My earlier work spans mechanical logic, radio-based localization, cooperative aerial robots, and satellite electronics.

Explore the research & engineering archive

Work in Progress

Manuscripts in preparation on field robotics and AI for construction.

Is Your Model Dreaming? History-Aware Validation for Grounded Robot Plan Reuse in Infrastructure Inspections

Aaron John Sabu and Sriram Narasimhan

ORACLE · In preparation · 2026

ConstRAG: Retrieval-Augmented Generation (RAG) for Construction Information Synthesis with LLMs

Bozhou Zhuang, Aaron John Sabu, Yannik Hahn, Eric Goldwyn, Elif Ensari, and Sriram Narasimhan

In preparation · 2026

Typed Cost-Mass Measures for Auditable Construction Package Matching with Energy Distance

Aaron John Sabu, Bozhou Zhuang, Eric Goldwyn, Elif Ensari, and Sriram Narasimhan

In preparation · 2026

Additional manuscripts are in preparation on robotic assessment of submerged cables and reliable marine-robot localization.

My teaching emphasizes conceptual intuition, active problem-solving, and a classroom where students feel comfortable asking difficult questions.

From 2021 to 2026, I taught and mentored across more than ten quarters at UCLA, spanning physics, aeronautics, systems engineering, calculus, and the history of science. This included calculus instruction through UCLA’s Freshman Summer Bridge Program. Earlier work at IIT Bombay included digital electronics, Python instruction, and Malayalam-language STEM outreach through the Open Learning Initiative.

Selected Service

  • Ocean Exchange Americas Review Team 2026
  • UCLA Legislative Assembly 2025–2026
  • Committee on Academic Freedom, UCLA 2025–2026
  • Student Conduct Committee 2023–2026
  • John Wooden Center Board of Governors 2023–2026
  • AIAA SciTech reviewer 2023–2024

Ph.D. candidate, Mechanical & Aerospace Engineering

University of California, Los Angeles

2023–present · Advanced to candidacy October 2025

M.S., Electrical & Computer Engineering

University of California, Los Angeles

2021–2023 · Adaptive control and orbital robotics

B.Tech. (Honors), Electrical Engineering

Indian Institute of Technology Bombay

2017–2021 · Minor in Aerospace Engineering

For research collaborations and student mentorship inquiries, email is the best way to reach me.

aaron@aaronjs.me